Innovation Facilitated by Universities: Balancing Enterprise and Regional Demands
Table 6
Robustness test for the model of regional data.
Model
Model 6-9 Poisson panel (RE)
Model 6-10 Poisson panel (RE)
Model 6-11 Poisson panel (RE)
Explanatory variables
Coefficients of the range of quality among universities
8.867 (4.904)
8.995 (4.903)
10.182 (4.926)
Square of coefficients of the range of quality among universities
−8.192 (4.503)
−8.449 (4.525)
−9.309 (4.514)
Control variables
Per-capita internal expenditure for science-and-technology activities
1.836 (9.306)
1.711 (9.612)
1.508 (9.706)
Number of full-time personnel on R&D positions
0.075 (0.008)
0.074 (0.008)
0.073 (0.007)
Average score of the scores of the quality of university operations
0.353 (0.407)
0.404 (0.409)
0.341 (0.393)
Per-capita GDP
9.738 (4.911)
7.471 (3.987)
Indexes of marketization degree
1.401 (1.616)
1.321 (1.601)
D11
−0.362 (0.676)
D12
−0.901 (0.542)
Constant terms
−1.161
−1.581
−1.728
(1.462)
(1.632)
(1.630)
Model
N
186
186
186
Wald chi2
140.340
140.805
157.821
Log likelihood
−409.510
−409.650
−435.593
p
≤0.001
≤0.001
≤0.001
Note. The values outside and inside the parentheses represent estimated coefficients and standard errors, respectively, while , and represent significance levels of 1%, 5% and 10%, respectively.